Jonas Peters
Københavns Universitet
H-index: 36
Europe-Denmark
Top articles of Jonas Peters
Title | Journal | Author(s) | Publication Date |
|---|---|---|---|
The Causal Chambers: Real Physical Systems as a Testbed for AI Methodology | arXiv preprint arXiv:2404.11341 | Juan L Gamella Jonas Peters Peter Bühlmann | 2024/4/17 |
Invariant Subspace Decomposition | arXiv preprint arXiv:2404.09962 | Margherita Lazzaretto Jonas Peters Niklas Pfister | 2024/4/15 |
Causal Change Point Detection and Localization | arXiv preprint arXiv:2403.12677 | Shimeng Huang Jonas Peters Niklas Pfister | 2024/3/19 |
Package ‘pcalg’ | Markus Kalisch Alain Hauser Martin Maechler Diego Colombo Doris Entner | 2024/2/12 | |
Effect-Invariant Mechanisms for Policy Generalization | Journal of Machine Learning Research | Sorawit Saengkyongam Niklas Pfister Predrag Klasnja Susan Murphy Jonas Peters | 2024 |
Invariant policy learning: A causal perspective | IEEE transactions on pattern analysis and machine intelligence | Sorawit Saengkyongam Nikolaj Thams Jonas Peters Niklas Pfister | 2023/1/3 |
Boosted control functions | arXiv preprint arXiv:2310.05805 | Nicola Gnecco Jonas Peters Sebastian Engelke Niklas Pfister | 2023/10/9 |
Identifying representations for intervention extrapolation | arXiv preprint arXiv:2310.04295 | Sorawit Saengkyongam Elan Rosenfeld Pradeep Ravikumar Niklas Pfister Jonas Peters | 2023/10/6 |
Model-based causal feature selection for general response types | arXiv preprint arXiv:2309.12833 | Lucas Kook Sorawit Saengkyongam Anton Rask Lundborg Torsten Hothorn Jonas Peters | 2023/9/22 |
Statistical testing under distributional shifts | Journal of the Royal Statistical Society Series B: Statistical Methodology | Nikolaj Thams Sorawit Saengkyongam Niklas Pfister Jonas Peters | 2023/7 |
Unfair Utilities and First Steps Towards Improving Them | arXiv e-prints | Frederik Hytting Jørgensen Sebastian Weichwald Jonas Peters | 2023/6 |
Structure learning for directed trees | Journal of Machine Learning Research | Martin E Jakobsen Rajen D Shah Peter Bühlmann Jonas Peters | 2022 |
Invariant ancestry search | Phillip B Mogensen Nikolaj Thams Jonas Peters | 2022/6/28 | |
Distributional robustness of K-class estimators and the PULSE | The Econometrics Journal | Martin Emil Jakobsen Jonas Peters | 2022/5 |
Conditional independence testing in Hilbert spaces with applications to functional data analysis | Journal of the Royal Statistical Society Series B: Statistical Methodology | Anton Rask Lundborg Rajen D Shah Jonas Peters | 2022/11 |
Toward causal inference for spatio-temporal data: conflict and forest loss in colombia | Journal of the American Statistical Association | Rune Christiansen Matthias Baumann Tobias Kuemmerle Miguel D Mahecha Jonas Peters | 2022/4/3 |
Identifiability of sparse causal effects using instrumental variables | Niklas Pfister Jonas Peters | 2022/8/17 | |
Identifying causal effects using instrumental time series: Nuisance iv and correcting for the past | arXiv preprint arXiv:2203.06056 | Nikolaj Thams Rikke Søndergaard Sebastian Weichwald Jonas Peters | 2022/3/11 |
Learning by doing: Controlling a dynamical system using causality, control, and reinforcement learning | Sebastian Weichwald Søren Wengel Mogensen Tabitha Edith Lee Dominik Baumann Oliver Kroemer | 2022/7/20 | |
Causal models for dynamical systems | Jonas Peters Stefan Bauer Niklas Pfister | 2022/2/28 |
Co-Authors
